{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# Video-text retrieval tutorial"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Video-text retrieval is the task of matching a video to the most similar text from a pool of texts, or vice versa. Ultimately, video-text retrieval can help us answer questions about videos, search for videos, etc.\n",
        "\n",
        "`torchmultimodal`'s video-text retrieval model follows work by [Hayes et al. (2022)](https://arxiv.org/abs/2204.08058) and [Xu et al. (2021)](https://arxiv.org/abs/2109.14084). Both papers train a video encoder and text encoder with contrastive learning. The resulting architecture is called VideoCLIP, named after OpenAI's [CLIP](https://arxiv.org/abs/2103.00020) model for image-text retrieval."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "In this tutorial, we will learn how to:\n",
        "\n",
        "*   Instantiate a VideoCLIP model\n",
        "*   Calculate the model's outputs for a video-text dataset\n",
        "*   Calculate a similarity matrix\n",
        "*   Use the similarity matrix to peform multimodal retrieval"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Setup"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "First, follow the instructions in the [MUGEN dataset readme](https://github.com/facebookresearch/multimodal/blob/main/examples/mugen/data/README.md) to download the MUGEN dataset.\n",
        "\n",
        "Next, we'll import the necessities."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import torch\n",
        "from torchvision.io import write_video\n",
        "from IPython.core.display import Video\n",
        "from examples.mugen.retrieval.video_clip import videoclip\n",
        "from examples.mugen.data.mugen_dataset import MUGENDatasetArgs\n",
        "from examples.mugen.data.mugen_datamodules import MUGENDataModule\n",
        "from torchmultimodal.utils.common import load_module_from_url\n",
        "from examples.mugen.data.bert_text_transform import BertTextTransform\n",
        "from torchmultimodal.transforms.video_transform import VideoTransform"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "To display videos, we'll also define a utility function."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "def save_and_display_video(video_filename, video_tensor):\n",
        "    write_video(video_filename, video_tensor, fps=10, video_codec=\"h264\")\n",
        "    return Video(video_filename, embed=True)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Instantiate VideoCLIP model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Here we instantiate the VideoCLIP model and load weights from finetuning on the MUGEN dataset. We set `text_pretrained=False, video_pretrained=False` as those flags will load weights from pretraining the encoders on generic datasets and are designed to be used during finetuning (see [source](https://github.com/facebookresearch/multimodal/blob/main/examples/mugen/retrieval/video_clip.py) for more details)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Instantiate the VideoCLIP model and load the weights from URL\n",
        "\n",
        "model = videoclip(text_pretrained=False, video_pretrained=False)\n",
        "load_module_from_url(model, \"https://pytorch.s3.amazonaws.com/models/multimodal/mugen/videoclip_mugen.pt\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Calculate model outputs on a single batch"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Now we can apply the model to the MUGEN dataset. First we define a `MUGENDataset` object ([source](https://github.com/facebookresearch/multimodal/blob/main/examples/mugen/data/mugen_dataset.py)) and `MUGENDataModule` object ([source](https://github.com/facebookresearch/multimodal/blob/main/examples/mugen/data/mugen_datamodules.py)) for loading and batching data.\n",
        "\n",
        "Note that usually we would pass in a text transform and video transform to `MUGENDataModule`, but for the sake of displaying the original data in this tutorial, we'll apply transforms later in the pipeline."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [],
      "source": [
        "mugen_args = MUGENDatasetArgs(\n",
        "    get_text_desc=True,\n",
        "    get_game_frame=True,\n",
        "    get_audio=False, \n",
        "    get_seg_map=False, \n",
        "    use_manual_annotation=True,\n",
        "    use_auto_annotation=False,\n",
        ")\n",
        "\n",
        "datamodule = MUGENDataModule(\n",
        "    mugen_args, \n",
        "    batch_size=8,\n",
        "    shuffle=False,\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Now we fetch a single batch from the dataset. This batch will be the pool of texts and videos to retrieve from."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "LOADING FROM JSON FROM datasets/coinrun/coinrun_dataset_jsons/release/test.json...\n",
            "NUMBER OF FILES LOADED: 100\n"
          ]
        }
      ],
      "source": [
        "sample_batch = next(iter(datamodule.test_dataloader()))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Finally, we apply the text and video transforms before inputting the transformed data to the VideoCLIP model. The model output contains the text embeddings and video embeddings that we'll use to calculate similarity."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {},
      "outputs": [],
      "source": [
        "text_transform = BertTextTransform()\n",
        "video_transform = VideoTransform()\n",
        "\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    output = model(\n",
        "        text_transform(sample_batch['text']), \n",
        "        video_transform(sample_batch['video'])\n",
        "    )"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Calculate similarity matrix"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "With the model output, we then calculate a similarity matrix, which measures the similarity between every pair of text and video in our batch. \n",
        "\n",
        "In contrastive learning, the typical way to calculate a similarity matrix is to matrix-multiply the batch of text embeddings by the batch of video embeddings. Let's define a function to get the similarity matrix from the VideoCLIP model output."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "tensor([[ 0.2365, -0.2073, -0.1788, -0.1114, -0.2014, -0.0773, -0.2289, -0.1723],\n",
            "        [-0.1794,  0.2078, -0.1913, -0.1161, -0.1766,  0.0035, -0.1674, -0.1627],\n",
            "        [-0.2955, -0.3056,  0.1341, -0.3823, -0.2497, -0.3678,  0.1187,  0.0533],\n",
            "        [-0.1330, -0.1253, -0.2076,  0.1967, -0.0472, -0.0612, -0.2518, -0.1981],\n",
            "        [-0.0666,  0.0130, -0.0811, -0.0896,  0.1996, -0.0211, -0.2113, -0.1254],\n",
            "        [-0.0434, -0.1175, -0.1637, -0.0719, -0.0285,  0.1185, -0.1622, -0.1212],\n",
            "        [-0.3154, -0.3133,  0.0642, -0.3520, -0.4654, -0.2851,  0.2109,  0.0142],\n",
            "        [-0.1276, -0.2889,  0.0856, -0.3034, -0.2732, -0.2579,  0.0839,  0.1174]])\n"
          ]
        }
      ],
      "source": [
        "def get_similarity_matrix(model_output):\n",
        "    return model_output.embeddings_a @ model_output.embeddings_b.T\n",
        "\n",
        "similarity_matrix = get_similarity_matrix(output)\n",
        "print(similarity_matrix)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Take a look at the similarity matrix above for our batch of 8 texts and 8 videos. The item in the 0th row and 1st column, for example, is a measure of the similarity between the 0th text and the 1st video. If we're looking for the most similar video to the 0th text, we'd find the index of the largest number in the 0th row, which happens to be the 0th video."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Thus, we define some helper functions to retrieve the most similar item of one modality to an item of the other modality."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {},
      "outputs": [],
      "source": [
        "def retrieve_text_from_video(similarity_matrix, video_index):\n",
        "    return torch.argmax(similarity_matrix[:,video_index]).item()\n",
        "\n",
        "def retrieve_video_from_text(similarity_matrix, text_index):\n",
        "    return torch.argmax(similarity_matrix[text_index, :]).item()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Retrieve text from video"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Let's apply what we know about the similarity matrix to retrieve the most similar text to the 0th video in our batch.\n",
        "\n",
        "First, we find and display the 0th video."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "video_idx = 0\n",
        "video = sample_batch['video'][video_idx]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [
        {
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type=\"video/mp4\">\n",
              " Your browser does not support the video tag.\n",
              " </video>"
            ],
            "text/plain": [
              "<IPython.core.display.Video object>"
            ]
          },
          "execution_count": 10,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Temporarily save the video to file so we can display it\n",
        "\n",
        "video_filename = f\"video_{video_idx}.mp4\"\n",
        "save_and_display_video(video_filename, video)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Delete the temporary video file\n",
        "\n",
        "!rm \"{video_filename}\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "To retrieve the text from the sample batch that is most similar to the 0th video:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mugen moves left then right onto a ladder before dismounting the ladder onto the right of the top platform. It then jumps twice to the right onto a box then onto a coin before walking right into a gear being slain.\n"
          ]
        }
      ],
      "source": [
        "text_idx = retrieve_text_from_video(similarity_matrix, video_idx)\n",
        "text = sample_batch['text'][text_idx]\n",
        "print(text)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Retrieve video from text"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "We can do the same process with modalities switched. Start with using the 6th text as a \"query\":"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mugen jumps onto a ledge and runs from right to left. It jumps on a snail, collects a coin, jumps up to another ledge, runs from left to right, and then collects four coins.\n"
          ]
        }
      ],
      "source": [
        "text_idx = 6\n",
        "text = sample_batch['text'][text_idx]\n",
        "print(text)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Then we retrieve the most similar video to the 6th text."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {},
      "outputs": [],
      "source": [
        "video_idx = retrieve_video_from_text(similarity_matrix, text_idx)\n",
        "video = sample_batch['video'][video_idx]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "text/html": [
              "<video controls  >\n",
              " <source 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type=\"video/mp4\">\n",
              " Your browser does not support the video tag.\n",
              " </video>"
            ],
            "text/plain": [
              "<IPython.core.display.Video object>"
            ]
          },
          "execution_count": 15,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# Temporarily save the video to file so we can display it\n",
        "\n",
        "video_filename = f\"video_{video_idx}.mp4\"\n",
        "save_and_display_video(video_filename, video)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {},
      "outputs": [],
      "source": [
        "# Delete the temporary video file\n",
        "\n",
        "!rm \"{video_filename}\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Conclusion"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Now you know the fundamentals of multimodal retrieval and how to use the VideoCLIP model! These ideas can be extended to other datasets and other modalities."
      ]
    }
  ],
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          "language": "python",
          "name": "python3"
        },
        "language_info": {
          "codemirror_mode": {
            "name": "ipython",
            "version": 3
          },
          "file_extension": ".py",
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          "nbconvert_exporter": "python",
          "pygments_lexer": "ipython3",
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        "vscode": {
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